Dependency Parsing

Dependency parsing is the task of extracting a dependency parse of a sentence that represents its grammatical structure and defines the relationships between "head" words and words, which modify those heads.

Example:

     root
      |
      | +-------dobj---------+
      | |                    |
nsubj | |   +------det-----+ | +-----nmod------+
+--+  | |   |              | | |               |
|  |  | |   |      +-nmod-+| | |      +-case-+ |
+  |  + |   +      +      || + |      +      | |
I  prefer  the  morning   flight  through  Denver

Relations among the words are illustrated above the sentence with directed, labeled arcs from heads to dependents (+ indicates the dependent).

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 301–350 of 1407 papers

Title	Date	Tasks	Status	Score
Dependency Induction Through the Lens of Visual Perception	Sep 20, 2021	Constituency Grammar InductionConstituency Parsing	CodeCode Available	5
Cross-Dialect Social Media Dependency Parsing for Social Scientific Entity Attribute Analysis	Oct 1, 2022	AttributeDependency Parsing	CodeCode Available	5
Dependency Graph Parsing as Sequence Labeling	Oct 23, 2024	Dependency Parsing	CodeCode Available	5
Cross-Lingual Alignment of Contextual Word Embeddings, with Applications to Zero-shot Dependency Parsing	Feb 25, 2019	Cross-lingual zero-shot dependency parsingDependency Parsing	CodeCode Available	5
Integrating Supertag Features into Neural Discontinuous Constituent Parsing	Oct 11, 2024	ChunkingDependency Parsing	CodeCode Available	5
High-order Joint Constituency and Dependency Parsing	Sep 21, 2023	Dependency ParsingMulti-Task Learning	CodeCode Available	5
Cross-Lingual BERT Transformation for Zero-Shot Dependency Parsing	Sep 15, 2019	Cross-Lingual TransferDependency Parsing	CodeCode Available	5
Joint Learning of POS and Dependencies for Multilingual Universal Dependency Parsing	Oct 1, 2018	Dependency ParsingLemmatization	CodeCode Available	5
Dependency Parsing as Head Selection	Jun 3, 2016	Dependency ParsingSentence	CodeCode Available	5
Cross-lingual Dependency Parsing Based on Distributed Representations	Jul 1, 2015	Cross-Lingual TransferDependency Parsing	CodeCode Available	5
Language Embeddings for Typology and Cross-lingual Transfer Learning	Jun 3, 2021	Cross-Lingual Natural Language InferenceCross-Lingual Transfer	CodeCode Available	5
Learning Joint Semantic Parsers from Disjoint Data	Apr 17, 2018	Dependency ParsingSemantic Dependency Parsing	CodeCode Available	5
Learning Word Meta-Embeddings by Autoencoding	Aug 1, 2018	Dependency ParsingMachine Translation	CodeCode Available	5
Left-to-Right Dependency Parsing with Pointer Networks	Mar 20, 2019	Dependency ParsingSentence	CodeCode Available	5
A Systematic Study of Leveraging Subword Information for Learning Word Representations	Apr 16, 2019	Dependency ParsingEntity Typing	CodeCode Available	5
Codeswitched Sentence Creation using Dependency Parsing	Dec 5, 2020	Dependency ParsingSentence	CodeCode Available	5
LINSPECTOR WEB: A Multilingual Probing Suite for Word Representations	Jul 26, 2019	Dependency Parsingnamed-entity-recognition	CodeCode Available	5
Cross-lingual Dependency Parsing with Unlabeled Auxiliary Languages	Sep 20, 2019	Cross-Lingual TransferDependency Parsing	CodeCode Available	5
Deep Multitask Learning for Semantic Dependency Parsing	Apr 22, 2017	ARCDependency Parsing	CodeCode Available	5
Cross-Lingual Dependency Parsing with Late Decoding for Truly Low-Resource Languages	Apr 1, 2017	Dependency Parsing	CodeCode Available	5
DisSent: Learning Sentence Representations from Explicit Discourse Relations	Jul 1, 2019	Dependency ParsingNatural Language Understanding	CodeCode Available	5
Modal Dependency Parsing via Language Model Priming	Jul 1, 2022	Dependency ParsingLanguage Modeling	CodeCode Available	5
Modeling Structure with Undirected Neural Networks	Feb 8, 2022	Dependency Parsingimage-classification	CodeCode Available	5
Monotonicity Marking from Universal Dependency Trees	Apr 17, 2021	Dependency Parsing	CodeCode Available	5
Cross-lingual Parsing with Polyglot Training and Multi-treebank Learning: A Faroese Case Study	Oct 17, 2019	Dependency ParsingPOS	CodeCode Available	5
Cross-Lingual Syntactic Transfer through Unsupervised Adaptation of Invertible Projections	Jun 6, 2019	Cross-Lingual TransferDependency Parsing	CodeCode Available	5
A Tidy Data Model for Natural Language Processing using cleanNLP	Mar 27, 2017	coreference-resolutionCoreference Resolution	CodeCode Available	5
Multilingual Dependency Parsing for Low-Resource Languages: Case Studies on North Saami and Komi-Zyrian	May 1, 2018	Cross-Lingual TransferDependency Parsing	CodeCode Available	5
Multi-source synthetic treebank creation for improved cross-lingual dependency parsing	Nov 1, 2018	Dependency ParsingMachine Translation	CodeCode Available	5
Multi Task Deep Morphological Analyzer: Context Aware Joint Morphological Tagging and Lemma Prediction	Nov 21, 2018	Dependency ParsingLEMMA	CodeCode Available	5
Generic Dependency Modeling for Multi-Party Conversation	Feb 21, 2023	Dependency Parsing	CodeCode Available	5
SEx BiST: A Multi-Source Trainable Parser with Deep Contextualized Lexical Representations	Oct 1, 2018	Dependency ParsingEvent Extraction	CodeCode Available	5
CMILLS: Adapting Semantic Role Labeling Features to Dependency Parsing	Jun 1, 2015	Dependency ParsingSemantic Role Labeling	—Unverified	0
CLIP@UMD at SemEval-2016 Task 8: Parser for Abstract Meaning Representation using Learning to Search	Jun 1, 2016	Abstract Meaning RepresentationAMR Parsing	—Unverified	0
CLCL (Geneva) DINN Parser: a Neural Network Dependency Parser Ten Years Later	Aug 1, 2017	Dependency ParsingFeature Engineering	—Unverified	0
AMR Dependency Parsing with a Typed Semantic Algebra	May 29, 2018	Dependency Parsing	—Unverified	0
Classifying Temporal Relations with Simple Features	Apr 1, 2014	Dependency ParsingRelation Classification	—Unverified	0
Chinese-to-Japanese Patent Machine Translation based on Syntactic Pre-ordering for WAT 2016	Dec 1, 2016	Chinese Word SegmentationDependency Parsing	—Unverified	0
Chinese-to-Japanese Patent Machine Translation based on Syntactic Pre-ordering forWAT 2015	Oct 1, 2015	Chinese Word SegmentationDependency Parsing	—Unverified	0
Approximation-Aware Dependency Parsing by Belief Propagation	Aug 10, 2015	Dependency Parsing	—Unverified	0
Adventures in Multilingual Parsing	Apr 1, 2014	Cross-Lingual TransferDependency Parsing	—Unverified	0
Chinese Semantic Role Labeling using High-quality Syntactic Knowledge	Jul 1, 2015	Chinese Semantic Role LabelingDependency Parsing	—Unverified	0
Cheating a Parser to Death: Data-driven Cross-Treebank Annotation Transfer	May 1, 2018	Dependency Parsing	—Unverified	0
Approximate Dynamic Oracle for Dependency Parsing with Reinforcement Learning	Nov 1, 2018	Dependency ParsingImitation Learning	—Unverified	0
ChatGPT is a Potential Zero-Shot Dependency Parser	Oct 25, 2023	Dependency Parsing	—Unverified	0
Applying Occam’s Razor to Transformer-Based Dependency Parsing: What Works, What Doesn’t, and What is Really Necessary	Aug 1, 2021	Dependency ParsingWord Embeddings	—Unverified	0
A Morphology-Based Investigation of Positional Encodings	Apr 6, 2024	Dependency Parsingnamed-entity-recognition	—Unverified	0
Character-Level Chinese Dependency Parsing	Jun 1, 2014	Chinese Dependency ParsingChinese Word Segmentation	—Unverified	0
Applying Graph Neural Networks for Vietnamese Dependency Parsing	Dec 1, 2020	Dependency Parsing	—Unverified	0
Challenges of Computational Processing of Code-Switching	Oct 7, 2016	Automatic Speech RecognitionAutomatic Speech Recognition (ASR)	—Unverified	0

Show:10 25 50

← PrevPage 7 of 29Next →

All datasets Penn Treebank Universal Dependencies GENIA - LAS GENIA - UAS Tweebank CoNLL-2009 French GSD ParTUT Sequoia Treebank Spoken Corpus Chinese Treebank DaNE

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	Label Attention Layer + HPSG + XLNet	LAS	96.26	—	Unverified
2	DMPar + XLNet	LAS	95.92	—	Unverified
3	ACE	LAS	95.8	—	Unverified
4	Deep Biaffine + RoBERTa	LAS	95.75	—	Unverified
5	HPSG Parser (Joint) + XLNet	LAS	95.72	—	Unverified
6	MFVI	LAS	95.34	—	Unverified
7	CVT + Multi-Task	LAS	95.02	—	Unverified
8	RNG Transformer	LAS	95.01	—	Unverified
9	SpanRel	LAS	94.7	—	Unverified
10	CRFPar	LAS	94.49	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	UDPipe 2.0 + mBERT + FLAIR	LAS	84.6	—	Unverified
2	UDify	LAS	80.43	—	Unverified
3	HIT-SCIR	LAS	75.84	—	Unverified
4	Stanford+	LAS	74.16	—	Unverified
5	TurkuNLP	LAS	73.28	—	Unverified
6	UDPipe 2.0	LAS	73.11	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BiLSTM-CRF	F1	91.92	—	Unverified
2	SciBERT (SciVocab)	F1	91.41	—	Unverified
3	SciBERT (Base Vocab)	F1	91.26	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	BiLSTM-CRF	F1	92.84	—	Unverified
2	SciBERT (SciVocab)	F1	92.46	—	Unverified
3	SciBERT (Base Vocab)	F1	92.32	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	SuPar-BERTweet	Labelled Attachment Score	83.4	—	Unverified
2	Ensemble (20)	Labelled Attachment Score	79.4	—	Unverified
3	spaCy-XLM-RoBERTa	Labelled Attachment Score	79.39	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CRFPar	LAS	86.52	—	Unverified
2	Biaffine Parser	LAS	85.38	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CamemBERT	LAS	92.47	—	Unverified
2	UDify	LAS	91.45	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CamemBERT	LAS	92.9	—	Unverified
2	UDify	LAS	88.06	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CamemBERT	LAS	94.39	—	Unverified
2	UDify	LAS	90.05	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CamemBERT	LAS	81.37	—	Unverified
2	UDify	LAS	80.01	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MFVI	LAS	91.69	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	da_dacy_large_tft	LAS	88.44	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	CRFPar	LAS	72.33	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Stanza	Macro F1	81.13	—	Unverified